Report Denny Ayard built from the datasets alone

Yes. Denny Ayard has 6 videos listed in datasets used to train and test AI models.

This page only knows about the videos the datasets list. To check every upload on the channel:

Used for training and testing 6

videos in AudioSet

A list of about a million ten-second YouTube clips, each labelled with the sounds in it, that Google published in 2017. Labs use it to train and test general audio and music models.

Including Fallout New Vegas Dead Money Correspondence with Dog & God, Fallout 3 Operation Anchorage part 1 of 2 Reaching the Pulse Field, Runescape Fremennik Saga Three's Company part 3 of 6 Statues and Sorry, Got Distracted by Potatoes

AudioSet 6 videos, 6 rows

Fallout New Vegas Dead Money Correspondence with Dog & God

Clip 30s to 40s · Open clip on YouTube · Labels: Music, Speech

youtube_video 6yBxIrnpHQo · row unbalanced_train:6yBxIrnpHQo:30:40

AudioSetunbalanced_train

Fallout 3 Operation Anchorage part 1 of 2 Reaching the Pulse Field

Clip 130s to 140s · Open clip on YouTube · Labels: Fusillade, Music

youtube_video CJjwbatN3K8 · row unbalanced_train:CJjwbatN3K8:130:140

AudioSetunbalanced_train

Runescape Fremennik Saga Three's Company part 3 of 6 Statues and Sorry, Got Distracted by Potatoes

Clip 0s to 10s · Open clip on YouTube · Labels: Music

youtube_video SZan7cG3gK0 · row unbalanced_train:SZan7cG3gK0:0:10

AudioSetunbalanced_train

Fallout New Vegas We Will All Go Together part 2 of 2 Private Edwards

Clip 40s to 50s · Open clip on YouTube · Labels: Music

youtube_video e8EjC1gTl8w · row unbalanced_train:e8EjC1gTl8w:40:50

AudioSetunbalanced_train

Fallout New Vegas Birds of a Feather part 2 of 4 Bouncing

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video euUyKGzy2n0 · row unbalanced_train:euUyKGzy2n0:30:40

AudioSetunbalanced_train

Fallout New Vegas Dead Money Christine

Clip 420s to 430s · Open clip on YouTube · Labels: Music

youtube_video joiww-Cm5hE · row unbalanced_train:joiww-Cm5hE:420:430

AudioSetunbalanced_train

What this means

Last reviewed 2026-09-24.

Presence in a public research dataset shows that a clip of your recording was listed by academic or industry researchers as material for building or testing audio models. It does not by itself show which commercial products, if any, used the clip. The legal picture is moving. On 31 July 2026 the Regional Court of Munich I ruled in GEMA's case against Suno (case 42 O 763/25) that reproducing works for training, holding them in a model in retrievable form, and generating similar outputs can each infringe copyright under German and EU law; the judgment is not final and can be appealed. In the United States, Warner Music Group settled its claims against Suno on 25 November 2025 with a licensing deal, while the parallel claims by Universal and Sony were still pending at that point. Since then BMG (12 August 2026) and Believe/TuneCore (8 September 2026) have signed opt-in licensing deals with Suno.

What you can do

3 routes. None is a guarantee.

UK, PRS members. Send PRS for Music your report and ask what collective or licensing route covers your works.
- PRS for Music and Artificial Intelligence, Version 1 (October 2025), 2025-10-01
- PRS for Music: AI and music copyright, 2026-09-24
Germany, GEMA members. GEMA won a first-instance ruling against Suno on 31 July 2026 and has a licensing model. Ask how they apply to your repertoire.
- GEMA: Suno AI and OpenAI, GEMA sues for fair compensation, 2025-01-21
- DLA Piper: GEMA v Suno, Munich Regional Court judgment of 31 July 2026, 2026-08-28
- Music Business Worldwide: Germany's GEMA launches AI Charter, 2024-11-05
Signed to Warner, BMG or Believe/TuneCore. Each has an opt-in licensing deal with Suno. Ask your label what opting in or out means for you and whether any settlement money reaches artists.
- Music Business Worldwide: Warner Music Group settles with Suno, 2025-11-25
- Music Ally: Suno signs another music licensing deal, with BMG, 2026-08-12
- Music Business Worldwide: Suno inks global deal with Believe, 2026-09-08

Keep a copy

Download the evidence (PDF) JSON Check another name

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Provenance

JSON export SHA-256 f1143459f2066e8fea426f1f44653bdfe38a920922c231c830d6396484fcabe3

Dataset versions indexed

Dataset	File	Rows	Loaded	SHA-256
audioset	balanced_train_segments.csv	8,836	2026-09-24T10:30:36+00:00	`3b83e5ff9ed72cfd…`
audioset	eval_segments.csv	7,848	2026-09-24T10:30:36+00:00	`f7055f53935f70e7…`
audioset	unbalanced_train_segments.csv	1,063,333	2026-09-24T10:30:43+00:00	`bb2dfd5e4f1ced39…`
laion_disco_12m	train-00000-of-00005.parquet	2,464,184	2026-09-24T12:18:19+00:00	`f8b1f0034f8f1e94…`
laion_disco_12m	train-00001-of-00005.parquet	2,464,183	2026-09-24T12:32:29+00:00	`71d78ad14ee3f85d…`
laion_disco_12m	train-00002-of-00005.parquet	2,464,183	2026-09-24T12:49:06+00:00	`0feba570a0e8e73c…`
laion_disco_12m	train-00003-of-00005.parquet	2,464,183	2026-09-24T13:06:37+00:00	`21a77d99fd85ad2f…`
laion_disco_12m	train-00004-of-00005.parquet	2,464,183	2026-09-24T13:24:36+00:00	`6ac5f59958b6b813…`
musiccaps	musiccaps-public.csv	5,521	2026-09-24T10:29:42+00:00	`8cc109ac507b5e5a…`

These pages report where identifiers from public research datasets point. Presence in a dataset is a fact about the dataset, not a claim about the channel or artist, and says nothing about what any company did with the material. This report is informational and is not legal advice. It shows that identifiers matching your work are present in the named public research datasets; it does not establish how any particular company used them. If you are the subject of this page and want it removed, see removals.